Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 4375 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 2 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 478.6 KiB |
| Average record size in memory | 112.0 B |
Variable types
| NUM | 9 |
|---|---|
| BOOL | 4 |
| CAT | 1 |
| Dataset has 2 (< 0.1%) duplicate rows | Duplicates |
Seniority has 520 (11.9%) zeros | Zeros |
Income has 336 (7.7%) zeros | Zeros |
Assets has 1619 (37.0%) zeros | Zeros |
Debt has 3610 (82.5%) zeros | Zeros |
Reproduction
| Analysis started | 2020-09-27 14:11:42.588150 |
|---|---|
| Analysis finished | 2020-09-27 14:12:14.726736 |
| Duration | 32.14 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 47 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.985142857 |
|---|---|
| Minimum | 0 |
| Maximum | 48 |
| Zeros | 520 |
| Zeros (%) | 11.9% |
| Memory size | 34.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 12 |
| 95-th percentile | 25 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.17392156 |
|---|---|
| Coefficient of variation (CV) | 1.023641243 |
| Kurtosis | 1.847950231 |
| Mean | 7.985142857 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.388399248 |
| Sum | 34935 |
| Variance | 66.81299366 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) | |
| 0 | 520 | 11.9% | |
| 1 | 504 | 11.5% | |
| 2 | 448 | 10.2% | |
| 3 | 328 | 7.5% | |
| 5 | 261 | 6.0% | |
| 10 | 230 | 5.3% | |
| 4 | 230 | 5.3% | |
| 6 | 179 | 4.1% | |
| 8 | 161 | 3.7% | |
| 15 | 154 | 3.5% | |
| Other values (37) | 1360 | 31.1% |
| Value | Count | Frequency (%) | |
| 0 | 520 | 11.9% | |
| 1 | 504 | 11.5% | |
| 2 | 448 | 10.2% | |
| 3 | 328 | 7.5% | |
| 4 | 230 | 5.3% |
| Value | Count | Frequency (%) | |
| 48 | 1 | < 0.1% | |
| 47 | 1 | < 0.1% | |
| 45 | 3 | 0.1% | |
| 43 | 2 | < 0.1% | |
| 42 | 1 | < 0.1% |
Home
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.2 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 2311 | 52.8% | |
| 0 | 2064 | 47.2% |
Time
Real number (ℝ≥0)
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.51885714 |
|---|---|
| Minimum | 6 |
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 34.2 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 36 |
| median | 48 |
| Q3 | 60 |
| 95-th percentile | 60 |
| Maximum | 72 |
| Range | 66 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 14.61928212 |
|---|---|
| Coefficient of variation (CV) | 0.3142657197 |
| Kurtosis | -0.4207283847 |
| Mean | 46.51885714 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.7752061897 |
| Sum | 203520 |
| Variance | 213.7234098 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) | |
| 60 | 1907 | 43.6% | |
| 36 | 926 | 21.2% | |
| 48 | 843 | 19.3% | |
| 24 | 338 | 7.7% | |
| 12 | 146 | 3.3% | |
| 18 | 89 | 2.0% | |
| 30 | 48 | 1.1% | |
| 6 | 31 | 0.7% | |
| 42 | 29 | 0.7% | |
| 54 | 17 | 0.4% |
| Value | Count | Frequency (%) | |
| 6 | 31 | 0.7% | |
| 12 | 146 | 3.3% | |
| 18 | 89 | 2.0% | |
| 24 | 338 | 7.7% | |
| 30 | 48 | 1.1% |
| Value | Count | Frequency (%) | |
| 72 | 1 | < 0.1% | |
| 60 | 1907 | 43.6% | |
| 54 | 17 | 0.4% | |
| 48 | 843 | 19.3% | |
| 42 | 29 | 0.7% |
Age
Real number (ℝ≥0)
| Distinct | 50 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.02171429 |
|---|---|
| Minimum | 18 |
| Maximum | 68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 34.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 28 |
| median | 36 |
| Q3 | 45 |
| 95-th percentile | 57 |
| Maximum | 68 |
| Range | 50 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 10.97318652 |
|---|---|
| Coefficient of variation (CV) | 0.2963986604 |
| Kurtosis | -0.6069935264 |
| Mean | 37.02171429 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.4922603619 |
| Sum | 161970 |
| Variance | 120.4108224 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 28 | 176 | 4.0% | |
| 26 | 162 | 3.7% | |
| 32 | 157 | 3.6% | |
| 30 | 156 | 3.6% | |
| 34 | 154 | 3.5% | |
| 24 | 152 | 3.5% | |
| 27 | 152 | 3.5% | |
| 31 | 149 | 3.4% | |
| 36 | 143 | 3.3% | |
| 33 | 141 | 3.2% | |
| Other values (40) | 2833 | 64.8% |
| Value | Count | Frequency (%) | |
| 18 | 8 | 0.2% | |
| 19 | 27 | 0.6% | |
| 20 | 47 | 1.1% | |
| 21 | 81 | 1.9% | |
| 22 | 111 | 2.5% |
| Value | Count | Frequency (%) | |
| 68 | 2 | < 0.1% | |
| 66 | 9 | 0.2% | |
| 65 | 12 | 0.3% | |
| 64 | 13 | 0.3% | |
| 63 | 22 | 0.5% |
Marital
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3189 | 72.9% | |
| 1 | 1186 | 27.1% |
Records
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.2 KiB |
| 1 | |
|---|---|
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 3622 | 82.8% | |
| 2 | 753 | 17.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Job
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2782 | 63.6% | |
| 1 | 1593 | 36.4% |
Expenses
Real number (ℝ≥0)
| Distinct | 93 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.5952 |
|---|---|
| Minimum | 35 |
| Maximum | 173 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 34.2 KiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 35 |
| median | 51 |
| Q3 | 72 |
| 95-th percentile | 90 |
| Maximum | 173 |
| Range | 138 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 19.45156894 |
|---|---|
| Coefficient of variation (CV) | 0.3498785676 |
| Kurtosis | 1.087861206 |
| Mean | 55.5952 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.9665142304 |
| Sum | 243229 |
| Variance | 378.3635343 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 35 | 1188 | 27.2% | |
| 45 | 806 | 18.4% | |
| 60 | 772 | 17.6% | |
| 75 | 559 | 12.8% | |
| 90 | 190 | 4.3% | |
| 105 | 40 | 0.9% | |
| 47 | 28 | 0.6% | |
| 54 | 27 | 0.6% | |
| 46 | 25 | 0.6% | |
| 42 | 23 | 0.5% | |
| Other values (83) | 717 | 16.4% |
| Value | Count | Frequency (%) | |
| 35 | 1188 | 27.2% | |
| 37 | 1 | < 0.1% | |
| 38 | 2 | < 0.1% | |
| 39 | 4 | 0.1% | |
| 40 | 4 | 0.1% |
| Value | Count | Frequency (%) | |
| 173 | 1 | < 0.1% | |
| 168 | 1 | < 0.1% | |
| 165 | 1 | < 0.1% | |
| 153 | 1 | < 0.1% | |
| 150 | 1 | < 0.1% |
| Distinct | 350 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 130.8489143 |
|---|---|
| Minimum | 0 |
| Maximum | 959 |
| Zeros | 336 |
| Zeros (%) | 7.7% |
| Memory size | 34.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 80 |
| median | 120 |
| Q3 | 165 |
| 95-th percentile | 280 |
| Maximum | 959 |
| Range | 959 |
| Interquartile range (IQR) | 85 |
Descriptive statistics
| Standard deviation | 86.19951805 |
|---|---|
| Coefficient of variation (CV) | 0.6587713663 |
| Kurtosis | 10.22090803 |
| Mean | 130.8489143 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | 2.01985208 |
| Sum | 572464 |
| Variance | 7430.356912 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 336 | 7.7% | |
| 100 | 152 | 3.5% | |
| 150 | 113 | 2.6% | |
| 120 | 107 | 2.4% | |
| 80 | 87 | 2.0% | |
| 110 | 85 | 1.9% | |
| 90 | 83 | 1.9% | |
| 200 | 76 | 1.7% | |
| 140 | 75 | 1.7% | |
| 125 | 74 | 1.7% | |
| Other values (340) | 3187 | 72.8% |
| Value | Count | Frequency (%) | |
| 0 | 336 | 7.7% | |
| 6 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 17 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 959 | 1 | < 0.1% | |
| 905 | 1 | < 0.1% | |
| 857 | 1 | < 0.1% | |
| 830 | 1 | < 0.1% | |
| 800 | 1 | < 0.1% |
| Distinct | 158 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5298.431314 |
|---|---|
| Minimum | 0 |
| Maximum | 250000 |
| Zeros | 1619 |
| Zeros (%) | 37.0% |
| Memory size | 34.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3000 |
| Q3 | 6000 |
| 95-th percentile | 18000 |
| Maximum | 250000 |
| Range | 250000 |
| Interquartile range (IQR) | 6000 |
Descriptive statistics
| Standard deviation | 10582.37737 |
|---|---|
| Coefficient of variation (CV) | 1.997266122 |
| Kurtosis | 122.1639461 |
| Mean | 5298.431314 |
| Median Absolute Deviation (MAD) | 3000 |
| Skewness | 8.359312289 |
| Sum | 23180637 |
| Variance | 111986710.7 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1619 | 37.0% | |
| 4000 | 342 | 7.8% | |
| 5000 | 281 | 6.4% | |
| 3000 | 270 | 6.2% | |
| 3500 | 192 | 4.4% | |
| 6000 | 174 | 4.0% | |
| 8000 | 131 | 3.0% | |
| 10000 | 118 | 2.7% | |
| 7000 | 115 | 2.6% | |
| 2500 | 110 | 2.5% | |
| Other values (148) | 1023 | 23.4% |
| Value | Count | Frequency (%) | |
| 0 | 1619 | 37.0% | |
| 18 | 1 | < 0.1% | |
| 300 | 1 | < 0.1% | |
| 450 | 1 | < 0.1% | |
| 500 | 6 | 0.1% |
| Value | Count | Frequency (%) | |
| 250000 | 1 | < 0.1% | |
| 200000 | 1 | < 0.1% | |
| 150000 | 1 | < 0.1% | |
| 120000 | 1 | < 0.1% | |
| 110000 | 1 | < 0.1% |
| Distinct | 181 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 342.5515429 |
|---|---|
| Minimum | 0 |
| Maximum | 30000 |
| Zeros | 3610 |
| Zeros (%) | 82.5% |
| Memory size | 34.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2500 |
| Maximum | 30000 |
| Range | 30000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1217.6228 |
|---|---|
| Coefficient of variation (CV) | 3.554568138 |
| Kurtosis | 150.7841378 |
| Mean | 342.5515429 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.199789288 |
| Sum | 1498663 |
| Variance | 1482605.283 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 3610 | 82.5% | |
| 2000 | 59 | 1.3% | |
| 1500 | 51 | 1.2% | |
| 3000 | 45 | 1.0% | |
| 1000 | 39 | 0.9% | |
| 2500 | 26 | 0.6% | |
| 500 | 25 | 0.6% | |
| 400 | 20 | 0.5% | |
| 4000 | 20 | 0.5% | |
| 200 | 20 | 0.5% | |
| Other values (171) | 460 | 10.5% |
| Value | Count | Frequency (%) | |
| 0 | 3610 | 82.5% | |
| 1 | 2 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 25 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 30000 | 1 | < 0.1% | |
| 23500 | 1 | < 0.1% | |
| 21400 | 1 | < 0.1% | |
| 15500 | 1 | < 0.1% | |
| 15000 | 1 | < 0.1% |
Amount
Real number (ℝ≥0)
| Distinct | 282 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1037.463771 |
|---|---|
| Minimum | 100 |
| Maximum | 4500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 34.2 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 350 |
| Q1 | 700 |
| median | 1000 |
| Q3 | 1300 |
| 95-th percentile | 1800 |
| Maximum | 4500 |
| Range | 4400 |
| Interquartile range (IQR) | 600 |
Descriptive statistics
| Standard deviation | 469.7535311 |
|---|---|
| Coefficient of variation (CV) | 0.4527902988 |
| Kurtosis | 3.51701542 |
| Mean | 1037.463771 |
| Median Absolute Deviation (MAD) | 300 |
| Skewness | 1.022272339 |
| Sum | 4538904 |
| Variance | 220668.38 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1000 | 534 | 12.2% | |
| 800 | 217 | 5.0% | |
| 1200 | 215 | 4.9% | |
| 1100 | 209 | 4.8% | |
| 900 | 196 | 4.5% | |
| 1300 | 194 | 4.4% | |
| 1500 | 193 | 4.4% | |
| 600 | 184 | 4.2% | |
| 500 | 180 | 4.1% | |
| 700 | 168 | 3.8% | |
| Other values (272) | 2085 | 47.7% |
| Value | Count | Frequency (%) | |
| 100 | 5 | 0.1% | |
| 105 | 1 | < 0.1% | |
| 107 | 1 | < 0.1% | |
| 120 | 1 | < 0.1% | |
| 125 | 3 | 0.1% |
| Value | Count | Frequency (%) | |
| 4500 | 1 | < 0.1% | |
| 4000 | 3 | 0.1% | |
| 3900 | 1 | < 0.1% | |
| 3875 | 1 | < 0.1% | |
| 3800 | 2 | < 0.1% |
Price
Real number (ℝ≥0)
| Distinct | 1403 |
|---|---|
| Distinct (%) | 32.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1459.732343 |
|---|---|
| Minimum | 105 |
| Maximum | 11140 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 34.2 KiB |
Quantile statistics
| Minimum | 105 |
|---|---|
| 5-th percentile | 600 |
| Q1 | 1116.5 |
| median | 1400 |
| Q3 | 1688 |
| 95-th percentile | 2432.3 |
| Maximum | 11140 |
| Range | 11035 |
| Interquartile range (IQR) | 571.5 |
Descriptive statistics
| Standard deviation | 621.7759951 |
|---|---|
| Coefficient of variation (CV) | 0.4259520577 |
| Kurtosis | 26.4458555 |
| Mean | 1459.732343 |
| Median Absolute Deviation (MAD) | 286 |
| Skewness | 2.945035832 |
| Sum | 6386329 |
| Variance | 386605.3881 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1500 | 46 | 1.1% | |
| 1200 | 45 | 1.0% | |
| 1300 | 45 | 1.0% | |
| 1600 | 43 | 1.0% | |
| 1100 | 38 | 0.9% | |
| 1700 | 38 | 0.9% | |
| 1400 | 35 | 0.8% | |
| 1350 | 31 | 0.7% | |
| 950 | 31 | 0.7% | |
| 800 | 29 | 0.7% | |
| Other values (1393) | 3994 | 91.3% |
| Value | Count | Frequency (%) | |
| 105 | 1 | < 0.1% | |
| 125 | 2 | < 0.1% | |
| 175 | 1 | < 0.1% | |
| 200 | 1 | < 0.1% | |
| 225 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11140 | 1 | < 0.1% | |
| 8800 | 1 | < 0.1% | |
| 6900 | 1 | < 0.1% | |
| 6802 | 1 | < 0.1% | |
| 6700 | 1 | < 0.1% |
Status
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.2 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 3159 | 72.2% | |
| 0 | 1216 | 27.8% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Seniority | Home | Time | Age | Marital | Records | Job | Expenses | Income | Assets | Debt | Amount | Price | Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 9.0 | 1.0 | 60.0 | 30.0 | 0.0 | 1.0 | 1.0 | 73.0 | 129.0 | 0.0 | 0.0 | 800.0 | 846.0 | 1 |
| 1 | 17.0 | 1.0 | 60.0 | 58.0 | 1.0 | 1.0 | 0.0 | 48.0 | 131.0 | 0.0 | 0.0 | 1000.0 | 1658.0 | 1 |
| 2 | 10.0 | 0.0 | 36.0 | 46.0 | 0.0 | 2.0 | 1.0 | 90.0 | 200.0 | 3000.0 | 0.0 | 2000.0 | 2985.0 | 0 |
| 3 | 0.0 | 1.0 | 60.0 | 24.0 | 1.0 | 1.0 | 0.0 | 63.0 | 182.0 | 2500.0 | 0.0 | 900.0 | 1325.0 | 1 |
| 4 | 0.0 | 1.0 | 36.0 | 26.0 | 1.0 | 1.0 | 0.0 | 46.0 | 107.0 | 0.0 | 0.0 | 310.0 | 910.0 | 1 |
| 5 | 1.0 | 0.0 | 60.0 | 36.0 | 0.0 | 1.0 | 0.0 | 75.0 | 214.0 | 3500.0 | 0.0 | 650.0 | 1645.0 | 1 |
| 6 | 29.0 | 0.0 | 60.0 | 44.0 | 0.0 | 1.0 | 0.0 | 75.0 | 125.0 | 10000.0 | 0.0 | 1600.0 | 1800.0 | 1 |
| 7 | 9.0 | 1.0 | 12.0 | 27.0 | 1.0 | 1.0 | 0.0 | 35.0 | 80.0 | 0.0 | 0.0 | 200.0 | 1093.0 | 1 |
| 8 | 0.0 | 0.0 | 60.0 | 32.0 | 0.0 | 1.0 | 1.0 | 90.0 | 107.0 | 15000.0 | 0.0 | 1200.0 | 1957.0 | 1 |
| 9 | 0.0 | 1.0 | 48.0 | 41.0 | 0.0 | 1.0 | 1.0 | 90.0 | 80.0 | 0.0 | 0.0 | 1200.0 | 1468.0 | 0 |
Last rows
| Seniority | Home | Time | Age | Marital | Records | Job | Expenses | Income | Assets | Debt | Amount | Price | Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4365 | 1.0 | 0.0 | 60.0 | 31.0 | 1.0 | 2.0 | 0.0 | 35.0 | 242.0 | 9000.0 | 0.0 | 1500.0 | 1656.0 | 1 |
| 4366 | 6.0 | 1.0 | 60.0 | 22.0 | 1.0 | 2.0 | 0.0 | 35.0 | 100.0 | 0.0 | 0.0 | 1200.0 | 1496.0 | 0 |
| 4367 | 6.0 | 0.0 | 48.0 | 52.0 | 0.0 | 1.0 | 0.0 | 45.0 | 190.0 | 3500.0 | 0.0 | 1500.0 | 1905.0 | 1 |
| 4368 | 3.0 | 0.0 | 60.0 | 49.0 | 0.0 | 1.0 | 0.0 | 35.0 | 160.0 | 3000.0 | 0.0 | 900.0 | 975.0 | 1 |
| 4369 | 1.0 | 1.0 | 48.0 | 30.0 | 0.0 | 2.0 | 1.0 | 75.0 | 77.0 | 0.0 | 0.0 | 1200.0 | 1300.0 | 0 |
| 4370 | 1.0 | 1.0 | 60.0 | 39.0 | 0.0 | 1.0 | 0.0 | 69.0 | 92.0 | 0.0 | 0.0 | 900.0 | 1020.0 | 0 |
| 4371 | 22.0 | 0.0 | 60.0 | 46.0 | 0.0 | 1.0 | 0.0 | 60.0 | 75.0 | 3000.0 | 600.0 | 950.0 | 1263.0 | 1 |
| 4372 | 0.0 | 0.0 | 24.0 | 37.0 | 0.0 | 1.0 | 1.0 | 60.0 | 90.0 | 3500.0 | 0.0 | 500.0 | 963.0 | 0 |
| 4373 | 0.0 | 1.0 | 48.0 | 23.0 | 1.0 | 1.0 | 1.0 | 49.0 | 140.0 | 0.0 | 0.0 | 550.0 | 550.0 | 1 |
| 4374 | 5.0 | 0.0 | 60.0 | 32.0 | 0.0 | 1.0 | 1.0 | 60.0 | 140.0 | 4000.0 | 1000.0 | 1350.0 | 1650.0 | 1 |
Most frequent
| Seniority | Home | Time | Age | Marital | Records | Job | Expenses | Income | Assets | Debt | Amount | Price | Status | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 4.0 | 0.0 | 60.0 | 37.0 | 0.0 | 1.0 | 1.0 | 35.0 | 128.0 | 18000.0 | 0.0 | 800.0 | 1560.0 | 1 | 2 |
| 1 | 5.0 | 0.0 | 60.0 | 36.0 | 0.0 | 1.0 | 1.0 | 90.0 | 62.0 | 3000.0 | 0.0 | 650.0 | 1295.0 | 0 | 2 |